GIP and cardiovascular disorder: For example, a previous study used colocalization to provide evidence that circulating GIP levels and cardiovascular disease risk are driven by distinct causal variants in the GIPR gene, and so any identified Mendelian randomization associations supporting an effect of GIP levels on cardiovascular disease risk at this locus are likely attributable to genetic confounding through this correlated variant [77].